{"id":"W1974206186","doi":"10.1159/000343287","title":"Best Current Therapy for Patients with Malignant Pleural Effusion","year":2012,"lang":"en","type":"letter","venue":"Respiration","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignant pleural effusion; Pleural effusion; Current (fluid); Intensive care medicine; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005206182,0.0002504491,0.0002785963,0.0000967958,0.00009141478,0.00002204336,0.00006368823,0.0002121335,0.00008446099],"category_scores_gemma":[0.00002653311,0.0001524791,0.0001247501,0.00007075711,0.0000255682,0.0001206546,0.00001262672,0.0003019717,0.00005554758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006108035,"about_ca_system_score_gemma":0.00007866561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001142562,"about_ca_topic_score_gemma":0.000001405208,"domain_scores_codex":[0.9987636,0.00004546731,0.0002267165,0.0002736826,0.000401773,0.0002887634],"domain_scores_gemma":[0.999263,0.00006734667,0.0001633089,0.0002319162,0.0001894763,0.00008491235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002022287,0.000725762,0.06356931,0.0007323797,0.00006060014,0.00002137801,0.00004426848,7.211585e-7,0.0002353756,0.000005657163,0.7772732,0.155309],"study_design_scores_gemma":[0.001829655,0.001699275,0.04252464,0.0004047185,0.0001526018,0.000003408982,7.561288e-7,0.00001756246,0.00007871639,0.00001259523,0.9530621,0.0002139938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8679671,0.006916576,0.00009537349,0.1185782,0.001102435,0.004404669,0.0006437529,0.000104732,0.000187099],"genre_scores_gemma":[0.1749819,0.001023364,0.0004387592,0.7088002,0.03650082,0.001490124,0.06829965,0.0003500752,0.008115143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6929852,"threshold_uncertainty_score":0.6217915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193701891340158,"score_gpt":0.2903535383507957,"score_spread":0.2484165194373941,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}